Multi-modal Summarization for Asynchronous Collection of Text, Image, Audio and Video. - Haoran Li 001; Junnan Zhu; Cong Ma 002; Jiajun Zhang 001; Chengqing Zong (EMNLP, 2017)

Augmenting Neural Sentence Summarization Through Extractive Summarization. - Junnan Zhu; Long Zhou; Haoran Li 001; Jiajun Zhang 001; Yu Zhou 001; Chengqing Zong (NLPCC, 2017)

Review Headline Generation with User Embedding. - Tianshang Liu; Haoran Li 001; Junnan Zhu; Jiajun Zhang 001; Chengqing Zong (CCL, 2018)

Ensure the Correctness of the Summary: Incorporate Entailment Knowledge into Abstractive Sentence Summarization. - Haoran Li 001; Junnan Zhu; Jiajun Zhang 001; Chengqing Zong (COLING, 2018)

MSMO: Multimodal Summarization with Multimodal Output. - Junnan Zhu; Haoran Li 001; Tianshang Liu; Yu Zhou 001; Jiajun Zhang 001; Chengqing Zong (EMNLP, 2018)

Multi-modal Sentence Summarization with Modality Attention and Image Filtering. - Haoran Li 001; Junnan Zhu; Tianshang Liu; Jiajun Zhang 001; Chengqing Zong (IJCAI, 2018)

NCLS: Neural Cross-Lingual Summarization. - Junnan Zhu; Qian Wang; Yining Wang; Yu Zhou 001; Jiajun Zhang 001; Shaonan Wang; Chengqing Zong (EMNLP/IJCNLP (1), 2019)

Read, Watch, Listen, and Summarize: Multi-Modal Summarization for Asynchronous Text, Image, Audio and Video. - Haoran Li 001; Junnan Zhu; Cong Ma 002; Jiajun Zhang 001; Chengqing Zong (IEEE Trans. Knowl. Data Eng., 2019)

Keywords-Guided Abstractive Sentence Summarization. - Haoran Li 001; Junnan Zhu; Jiajun Zhang 001; Chengqing Zong; Xiaodong He 001 (AAAI, 2020)

Multimodal Summarization with Guidance of Multimodal Reference. - Junnan Zhu; Yu Zhou 001; Jiajun Zhang 001; Haoran Li 001; Chengqing Zong; Changliang Li (AAAI, 2020)

Attend, Translate and Summarize: An Efficient Method for Neural Cross-Lingual Summarization. - Junnan Zhu; Yu Zhou 001; Jiajun Zhang 001; Chengqing Zong (ACL, 2020)

Multimodal Sentence Summarization via Multimodal Selective Encoding. - Haoran Li 001; Junnan Zhu; Jiajun Zhang 001; Xiaodong He 001; Chengqing Zong (COLING, 2020)

Knowledge Graph Enhanced Neural Machine Translation via Multi-task Learning on Sub-entity Granularity. - Yang Zhao 007; Lu Xiang; Junnan Zhu; Jiajun Zhang 001; Yu Zhou 001; Chengqing Zong (COLING, 2020)

Bridging the Modality Gap for Speech-to-Text Translation. - Yuchen Liu 007; Junnan Zhu; Jiajun Zhang 001; Chengqing Zong (CoRR, 2020)

CSDS: A Fine-Grained Chinese Dataset for Customer Service Dialogue Summarization. - Haitao Lin; Liqun Ma; Junnan Zhu; Lu Xiang; Yu Zhou 001; Jiajun Zhang 001; Chengqing Zong (EMNLP (1), 2021)

Learning N: M Fine-grained Structured Sparse Neural Networks From Scratch. - Aojun Zhou; Yukun Ma; Junnan Zhu; Jianbo Liu; Zhijie Zhang; Kun Yuan; Wenxiu Sun; Hongsheng Li 001 (ICLR, 2021)

Zero-Shot Deployment for Cross-Lingual Dialogue System. - Lu Xiang; Yang Zhao 007; Junnan Zhu; Yu Zhou 001; Chengqing Zong (NLPCC (2), 2021)

Robust Cross-lingual Task-oriented Dialogue. - Lu Xiang; Junnan Zhu; Yang Zhao 007; Yu Zhou 001; Chengqing Zong (ACM Trans. Asian Low Resour. Lang. Inf. Process., 2021)

Graph-based Multimodal Ranking Models for Multimodal Summarization. - Junnan Zhu; Lu Xiang; Yu Zhou 001; Jiajun Zhang 001; Chengqing Zong (ACM Trans. Asian Low Resour. Lang. Inf. Process., 2021)

Other Roles Matter! Enhancing Role-Oriented Dialogue Summarization via Role Interactions. - Haitao Lin; Junnan Zhu; Lu Xiang; Yu Zhou 001; Jiajun Zhang 001; Chengqing Zong (ACL (1), 2022)

Life-long Learning for Multilingual Neural Machine Translation with Knowledge Distillation. - Yang Zhao 007; Junnan Zhu; Lu Xiang; Jiajun Zhang 001; Yu Zhou 001; Feifei Zhai; Chengqing Zong (CoRR, 2022)

CFSum Coarse-to-Fine Contribution Network for Multimodal Summarization. - Min Xiao; Junnan Zhu; Haitao Lin; Yu Zhou 001; Chengqing Zong (ACL (1), 2023)

Multi-Stage Pre-training Enhanced by ChatGPT for Multi-Scenario Multi-Domain Dialogue Summarization. - Weixiao Zhou; Gengyao Li; Xianfu Cheng; Xinnian Liang; Junnan Zhu; Feifei Zhai; Zhoujun Li 001 (EMNLP (Findings), 2023)

Zero-shot language extension for dialogue state tracking via pre-trained models and multi-auxiliary-tasks fine-tuning. - Lu Xiang; Yang Zhao 007; Junnan Zhu; Yu Zhou 001; Chengqing Zong (Knowl. Based Syst., 2023)

Topic-Oriented Dialogue Summarization. - Haitao Lin; Junnan Zhu; Lu Xiang; Feifei Zhai; Yu Zhou 001; Jiajun Zhang 001; Chengqing Zong (IEEE ACM Trans. Audio Speech Lang. Process., 2023)

DIUSum: Dynamic Image Utilization for Multimodal Summarization. - Min Xiao; Junnan Zhu; Feifei Zhai; Yu Zhou 001; Chengqing Zong (AAAI, 2024)

A Hybrid Approach towards Chinese Spelling and Splitting Error Correction. - Junhong Liang; Junnan Zhu; Feifei Zhai; Nanchang Cheng; Chengqing Zong; Yu Zhou 001 (ECAI, 2024)

SARA: Salience-Aware Reinforced Adaptive Decoding for Large Language Models in Abstractive Summarization. - Nayu Liu; Junnan Zhu; Yiming Ma; Zhicong Lu; Wenlei Xu; Yong Yang; Jiang Zhong; Kaiwen Wei (ACL (1), 2025)

TROVE: A Challenge for Fine-Grained Text Provenance via Source Sentence Tracing and Relationship Classification. - Junnan Zhu; Min Xiao; Yining Wang; Feifei Zhai; Yu Zhou; Chengqing Zong (ACL (1), 2025)

Pay More Attention to Images: Numerous Images-Oriented Multimodal Summarization. - Min Xiao; Junnan Zhu; Feifei Zhai; Chengqing Zong; Yu Zhou 001 (NAACL (Long Papers), 2025)

TROVE: A Challenge for Fine-Grained Text Provenance via Source Sentence Tracing and Relationship Classification. - Junnan Zhu; Min Xiao; Yining Wang; Feifei Zhai; Yu Zhou 001; Chengqing Zong (CoRR, 2025)

What are they talking about? Benchmarking Large Language Models for Knowledge-Grounded Discussion Summarization. - Weixiao Zhou; Junnan Zhu; Gengyao Li; Xianfu Cheng; Xinnian Liang; Feifei Zhai; Zhoujun Li 001 (CoRR, 2025)

ChartMind: A Comprehensive Benchmark for Complex Real-world Multimodal Chart Question Answering. - Jingxuan Wei; Nan Xu; Junnan Zhu; Yanni Hao; Gaowei Wu; Bihui Yu; Lei Wang (CoRR, 2025)

TableEval: A Real-World Benchmark for Complex, Multilingual, and Multi-Structured Table Question Answering. - Junnan Zhu; Jingyi Wang; Bohan Yu; Xiaoyu Wu; Junbo Li; Lei Wang; Nan Xu (CoRR, 2025)

ChartReasoner: Code-Driven Modality Bridging for Long-Chain Reasoning in Chart Question Answering. - Caijun Jia; Nan Xu; Jingxuan Wei; Qingli Wang; Lei Wang; Bihui Yu; Junnan Zhu (CoRR, 2025)